Healthcare Eval Harness
affaan-m/ECC
Patient safety evaluation harness for healthcare application deployments.
FHIRPath and FHIR specification expert with access to the official spec text and optionally the official fhirpath.js reference implementation.
$ npx skills add aehrc/pathling --skill fhirpath-spec -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aehrc/pathling fhirpath-spec --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/fhirpath-spec .claude/skills/fhirpath-spec && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "fhirpath-spec" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhirpath-spec into .claude/skills/fhirpath-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhirpath-spec", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aehrc/pathling/tree/main/.claude/skills/fhirpath-specType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aehrc/pathling --skill fhirpath-spec -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aehrc/pathling fhirpath-spec --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/fhirpath-spec .agents/skills/fhirpath-spec && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fhirpath-spec" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhirpath-spec into .agents/skills/fhirpath-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhirpath-spec", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aehrc/pathling --skill fhirpath-spec -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aehrc/pathling fhirpath-spec --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/fhirpath-spec .cursor/skills/fhirpath-spec && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "fhirpath-spec" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhirpath-spec into .cursor/skills/fhirpath-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhirpath-spec", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aehrc/pathling.git --path .claude/skills/fhirpath-spec--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aehrc/pathling --skill fhirpath-spec -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aehrc/pathling fhirpath-spec --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/fhirpath-spec .gemini/skills/fhirpath-spec && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "fhirpath-spec" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhirpath-spec into .gemini/skills/fhirpath-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhirpath-spec", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aehrc/pathling fhirpath-specInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aehrc/pathling --skill fhirpath-spec -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/fhirpath-spec .github/skills/fhirpath-spec && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "fhirpath-spec" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhirpath-spec into .github/skills/fhirpath-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhirpath-spec", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aehrc/pathling --skill fhirpath-spec -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aehrc/pathling fhirpath-spec --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/fhirpath-spec .opencode/skills/fhirpath-spec && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "fhirpath-spec" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhirpath-spec into .opencode/skills/fhirpath-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhirpath-spec", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
fhirpath-specFHIRPath and FHIR specification expert with access to the official spec text and optionally the official fhirpath.js reference implementation.
Fhirpath Spec is an agent skill from aehrc/pathling. FHIRPath and FHIR specification expert with access to the official spec text and optionally the official fhirpath.js reference implementation. Use this skill whenever the user needs to look up, clarify, or understand any FHIRPath feature — functions, operators, types, type conversions, equality/comparison rules, collection behavior, literals, or any other aspect of the FHIRPath specification. Trigger this skill when implementing a new FHIRPath feature, designing test cases for FHIRPath behavior, resolving…
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/FHIRPath.md`, `references/FHIRPath_Sharable_Requirements.md` and `references/FHIR_FHIRpath.md`).
It sits in Research & Science, covering Clinical and healthcare research and Test generation. It works with GitHub. The repository describes itself as: Tools that make it easier to use FHIR and clinical terminology within data analytics, built on Apache Spark. The licence is Apache-2.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 56a3b4a. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Fhirpath Spec loads about 1.9k tokens when it runs, and up to ~50k if it reads all its reference files. Until then it costs about 241 tokens; SKILL.md has 850 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from aehrc/pathling at commit 56a3b4a, republished under its Apache-2.0 licence (© aehrc). 850 words, ~1,854 tokens.
.claude/skills/fhirpath-spec/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.You are a specification expert for FHIRPath — a path-based navigation and extraction language used in FHIR and CQL. Your job is to give precise, authoritative answers grounded in the local specification files.
You MUST call cache-github-repo's ensure HL7/fhirpath.js before reading the spec or answering, on
every invocation of this skill — unconditionally, even when the question looks answerable from the
spec text alone. Add --unattended to that call only if this skill's own invocation was itself
given --unattended (e.g. by implement-pathling --unattended); otherwise call
ensure HL7/fhirpath.js with no flag.
~/.cache/claude-skills/github-repo-cache/HL7/fhirpath.js/3.16.4.
Set FHIRPATH_JS_SRC to <that path>/src and follow the "How to consult the official fhirpath.js
reference implementation" section below.--unattended — this is not a failure and not
a reason to fall back to the spec alone. Stay inside cache-github-repo's configure flow until it
actually asks you a question and gets an answer, then retry ensure. Skipping straight to spec-only
because "no version configured" is only valid when --unattended was actually passed.--unattended was passed and no entry exists, or the clone genuinely could not be reached — skip
all fhirpath.js-related instructions and work from the spec text alone.references/FHIRPath.md (~4600 lines). This is the normative spec and your primary source of truth.$FHIRPATH_JS_SRC — only if available (see check above). The HL7-maintained reference implementation of FHIRPath. When the spec text is ambiguous, its behavior is strong comparison evidence to report alongside the ambiguity — not a resolution of it. Consult it proactively when available.references/FHIR_FHIRpath.md (~440 lines). Covers how FHIRPath is used within FHIR (polymorphism, type mappings, additional functions like resolve(), extension()). This is the R4 binding (v4.0.1), matching the FHIR version Pathling targets — so it will not describe later-version features such as %factory or FHIR.integer64, and their absence is a statement about Pathling's model rather than a gap in the reference.references/FHIRPath_Sharable_Requirements.md (~40 lines). Lists the FHIRPath subset required for ShareableViewDefinition.The spec files are too large to load entirely. Always use targeted search:
references/FHIRPath.md and references/FHIR_FHIRpath.mdWhen searching, try multiple patterns since the spec uses varying formats:
substring, Substring, substring(= and Equality)Quantity and Comparison)Skip this entire section if the reference implementation is not available (see check above).
The fhirpath.js project cached at $FHIRPATH_JS_SRC is the HL7-maintained official reference implementation, pinned to the version recorded in this project's .claude/repo-cache.yaml. It is strong comparison evidence for resolving ambiguities — if the spec text is unclear on edge cases, null handling, type coercion, or collection behavior, check what fhirpath.js does and report it alongside the ambiguity. Its behavior is evidence to weigh, not a substitute for the spec text; whether an ambiguity needs to be escalated (e.g. via implement-pathling's spec-ambiguity gate) is for the caller to decide, not this skill.
When to consult it:
Do not wait to be asked — if you notice ambiguity while reading the spec, proactively check the reference implementation and report what it does, flagging the ambiguity explicitly rather than treating the reference implementation's behavior as having resolved it.
$FHIRPATH_JS_SRC is organized by category:
strings.js — string functionsmath.js — math operationsequality.js — equality/equivalencecollections.js — collection operationsexistence.js — existence functionsfiltering.js — where(), select(), etc.navigation.js — path navigationtypes.js — type systemdatetime.js — date/time operationsStructure your answer to include whichever of these are relevant:
Always quote or closely paraphrase the spec rather than relying on your general knowledge. If the spec is silent or ambiguous on a point, say so explicitly. If the fhirpath.js reference implementation is available, consult it and report what it does as evidence to weigh alongside the ambiguity — not as a resolution of it. If the reference implementation is not available, note the ambiguity and offer your best interpretation based on the spec text and related sections.
© aehrc, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 3 other files (references) in .claude/skills/fhirpath-spec of aehrc/pathling.
Open the folder on GitHubat commit 56a3b4a
Fhirpath Spec next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Fhirpath Spec this skillaehrc/pathling | 137 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Healthcare Eval Harnessaffaan-m/ECC | 275k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 83k | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.8k | Automated safety check: Notes | MIT | |
| Clinical Trials Databasegoogle-deepmind/science-skills | 3.2k | 3 repos | ~3.2k | Automated safety check: Pass | Apache-2.0 | |
| CHARLS Paper Reproduction Guidexjtulyc/MedgeClaw | 617 | 1 repos | ~1.8k | Automated safety check: Pass | None |
affaan-m/ECC
Patient safety evaluation harness for healthcare application deployments.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
google-deepmind/science-skills
Query ClinicalTrials.gov via APIv2. An agent skill from google-deepmind/science-skills.
xjtulyc/MedgeClaw
Guides an agent through reproducing papers built on the CHARLS health and retirement survey, from variable mapping to cognition, depression and isolation scores.
damionrashford/RivalSearchMCP
Deterministic deep research via RivalSearchMCP. An agent skill from damionrashford/RivalSearchMCP.
aehrc/pathling
Expert guidance for implementing FHIR RESTful API servers and clients following the HL7 FHIR specification.
aehrc/pathling
Expert guidance for implementing FHIR Bulk Data Access (Flat FHIR) following the HL7 specification.
aehrc/pathling
Expert guidance for using the Databricks CLI to manage Databricks workspaces, clusters, jobs, pipelines, Unity Catalog, SQL warehouses, serving endpoints, secrets, bundles, and all other Databricks…
aehrc/pathling
FHIR RESTful search specification expert with access to the official HL7 search specification text and the formal SearchParameter registry.
aehrc/pathling
Design and generate comprehensive FHIRPath test suites using input domain partitioning and Pathling's DSL test framework.
aehrc/pathling
Expert guidance for implementing FHIR servers using HAPI FHIR Plain Server framework.
Works with
Categories
FHIRPath and FHIR specification expert with access to the official spec text and optionally the official fhirpath.js reference implementation. Fhirpath Spec is an agent skill from aehrc/pathling.js reference implementation.
Fhirpath Spec fits situations like: the user needs to look up; understand any FHIRPath feature — functions; type conversions; equality/comparison rules.
Run `npx skills add aehrc/pathling --skill fhirpath-spec -a claude-code`. Or copy the skill folder (.claude/skills/fhirpath-spec in aehrc/pathling) into .claude/skills/fhirpath-spec in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aehrc/pathling --skill fhirpath-spec -a codex`. Or copy the skill folder (.claude/skills/fhirpath-spec in aehrc/pathling) into .agents/skills/fhirpath-spec in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aehrc/pathling --skill fhirpath-spec -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fhirpath-spec, .gemini/skills/fhirpath-spec, .github/skills/fhirpath-spec and .opencode/skills/fhirpath-spec in your project.
SKILL.md names no scripts, command-line tools or credentials: Fhirpath Spec is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Fhirpath Spec is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 49k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Fhirpath Spec: Healthcare Eval Harness (affaan-m/ECC, 275k stars), GitHub Deep Research (bytedance/deer-flow, 83k stars), Last30days (mvanhorn/last30days-skill, 64k stars) and Clinical Trials Database (google-deepmind/science-skills, 3.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aehrc (a GitHub organization) maintains it in aehrc/pathling, which has 137 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on October 8, 2026.
Source: aehrc/pathling on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.